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This course implements VQGAN in PyTorch for generating new images. It covers the encoder-decoder and vector-quantization first stage, followed by transformer training over the learned latent space.
Syllabus
Introduction
Helper modules
Encoder
Decoder
Codebook
VQGAN
Discriminator
LPIPS
Utils
Training: First Stage
Results: First Stage
Introducing Second Stage
GPT
VQGAN Transformer
Training: Second Stage
Results: Second Stage
Github Code & Outro
Taught by
Outlier